Published February 21, 2023 | Version v1
Dataset Open

Epistasis decreases with increasing antibiotic pressure

  • 1. Instituto Gulbenkian de Ciência & Universität Bern & Swiss Institute of Bioinformatics
  • 2. Universität Bern & Swiss Institute of Bioinformatics
  • 3. Instituto Gulbenkian de Ciência
  • 4. Universität Bern & Instituto Gulbenkian de Ciência & Swiss Institute of Bioinformatics

Description

Data and code for 'Epistasis decreases with increasing antibiotic pressure but not temperature'

All of the competition data and code used to run the analysis presented in the manuscript "Epistasis decreases with increasing antibiotic pressure but not temperature" is available here. The bioRxiv pre-print is found here: https://doi.org/10.1101/2022.09.01.506172. The publication will appear in Philosophical Transactions of the Royal Society B: Biological Sciences on 03 April 2023 at the following permanent link: https://dx.doi.org/10.1098/rstb.2022.0058.

All flow cytometry and estimated competitive fitness data is found in the 'data' folder. The data files include raw data files as well as intermediate data files that were created along the course of the analysis. Running the `.Rmd` files locally may over-write these intermediate data files (if you're trying to re-create these intermediate data files but it's not working, remember to check whether `eval=FALSE` in the header of the chunk).

Analyses are found in the 'analysis' folder. For R notebook files, the code is available in the `.Rmd` files and is best run using RStudio (but the `.Rmd` files can also be opened for viewing with any text editor). Intermediate data files in the 'analysis' folder have the extension `.RData` or `.dat`; running R and python files locally may over-write these intermediate data files. The output of each R notebook file has also been saved to `.html` files. It is therefore easiest to start by viewing the `.html` file for each R notebook and then opening `.Rmd` files only if you wish to alter the code.

The python code calculates gamma epistasis and parametric bootstrapping of the gamma epistasis values.

Notes

additional funding grant: Human Frontier Science Program Young Investigator grant no. RGY0081/2020 awarded to Claudia Bank

Files

epistasis-decreases-with-increasing-antibiotic-pressure.zip

Files (2.1 GB)

Additional details

Related works

Is supplement to
Journal article: 10.1098/rstb.2022.0058 (DOI)
Preprint: 10.1101/2022.09.01.506172 (DOI)

Funding

Fundação para a Ciência e Tecnologia
PD/BD/138215/2018 - E. coli growth traits for predicting antibuotic resistance across environments PD/BD/138215/2018
European Commission
FIT2GO - A toolbox for fitness landscapes in evolution 804569
Fundação para a Ciência e Tecnologia
JPIAMR/0001/2016 - PREPARE - Predicting the Persistence of Resistance Across Environments JPIAMR/0001/2016
Swiss National Science Foundation
MiCo4Sys - Microbial Community Composition and Colonization in Compartmentalized Aquaculture Systems 315230_204838